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Radiant Source Signal Recognition Algorithm based on SAE

Authors :
Wen-qiang Ye
Zhi-fu Yu
Kui Zhang
Hu-bang Wang
Source :
MATEC Web of Conferences, Vol 173, p 02018 (2018)
Publication Year :
2018
Publisher :
EDP Sciences, 2018.

Abstract

Aiming at the shortcomings of traditional radar identification based on artificial judgment and module matching, this paper proposes an intelligent identification algorithm based on joint time-frequency. The radar radiation source signal is transformed by time-frequency, and the processed signal is input into the automatic encoder through different kinds of dimensionality reduction methods, and the pre-training adjustment depth learning model is adopted, and the commonly used softmax classifier is adopted to the pre-training model. Oversee fine school and identification, and finally complete the identification task. The simulation results show that high recognition rate can be achieved by this algorithm, and the joint dimension reduction is better than other methods.

Details

Language :
English, French
ISSN :
2261236X
Volume :
173
Database :
Directory of Open Access Journals
Journal :
MATEC Web of Conferences
Publication Type :
Academic Journal
Accession number :
edsdoj.6aaa0773741d4195b81d64bde16a90be
Document Type :
article
Full Text :
https://doi.org/10.1051/matecconf/201817302018